Integrating Covariance Intersection Into Bayesian Multitarget Tracking Filters
Multitarget tracking systems typically provide sets of estimated target states as their output. It is challenging to be able to integrate these outputs as inputs to other tracking systems to gain a better picture of the area under surveillance since they do not conform to the standard observation mo...
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| Veröffentlicht in: | IEEE transactions on aerospace and electronic systems Jg. 59; H. 2; S. 1382 - 1391 |
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| Sprache: | Englisch |
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New York
IEEE
01.04.2023
The Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
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| ISSN: | 0018-9251, 1557-9603 |
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| Abstract | Multitarget tracking systems typically provide sets of estimated target states as their output. It is challenging to be able to integrate these outputs as inputs to other tracking systems to gain a better picture of the area under surveillance since they do not conform to the standard observation model. Moreover, in cyclic distributed systems, there may be common information between state estimates that would mean that fused estimates may become overconfident and corrupt the system. In this article, we develop a Bayesian multitarget estimator based on the covariance intersection algorithm for multitarget track-to-track data fusion. The approach is integrated into a multitarget tracking algorithm and demonstrated in simulations. The approach is able to account for missed tracks and false tracks produced by another tracking system. |
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| AbstractList | Multitarget tracking systems typically provide sets of estimated target states as their output. It is challenging to be able to integrate these outputs as inputs to other tracking systems to gain a better picture of the area under surveillance since they do not conform to the standard observation model. Moreover, in cyclic distributed systems, there may be common information between state estimates that would mean that fused estimates may become overconfident and corrupt the system. In this article, we develop a Bayesian multitarget estimator based on the covariance intersection algorithm for multitarget track-to-track data fusion. The approach is integrated into a multitarget tracking algorithm and demonstrated in simulations. The approach is able to account for missed tracks and false tracks produced by another tracking system. |
| Author | Clark, Daniel E. Campbell, Mark A. |
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| Snippet | Multitarget tracking systems typically provide sets of estimated target states as their output. It is challenging to be able to integrate these outputs as... |
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| SubjectTerms | Algorithms Bayes methods Bayesian analysis Computer networks Covariance Data integration Estimates Estimation Kalman filters Multiple target tracking Radar tracking Random variables Robot sensing systems Target tracking Tracking filters Tracking systems |
| Title | Integrating Covariance Intersection Into Bayesian Multitarget Tracking Filters |
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